A standard approach to determine the statistical utility of a dataset privatized with an LDP mechanism is by estimating the distribution of the original data from that of the noisy data. One of the most flexible and powerful techniques to do this is by using the EM method of iterative Bayesian update (IBU) [1]}, [2]} that have been studied and analyzed recently [3]}, [4]}.
